Model Multiplicity and Predictive Arbitrariness in Recidivism Risk Assessment

Ashwin Singh, Carlos Castillo

Prediction tasks over individual futures, which are inherently noisy, often admit multiple similarly accurate models. When these models produce different predictions for the same i…